This dataset contains 1267 individuals and 597 variables.


1. Study of the outliers

The analysis of the graphs does not detect any outlier.


2. Inertia distribution

The inertia of the first dimensions shows if there are strong relationships between variables and suggests the number of dimensions that should be studied.

The first two dimensions of MCA express 7.45% of the total dataset inertia ; that means that 7.45% of the individuals (or variables) cloud total variability is explained by the plane. This is a very small percentage and the first plane represents a small part of the data variability. This value is greater than the reference value that equals 1.01%, the variability explained by this plane is thus significant (the reference value is the 0.95-quantile of the inertia percentages distribution obtained by simulating 709 data tables of equivalent size on the basis of a uniform distribution).

From these observations, it is important to also interpret the dimensions greater or equal to the third one.

Figure 2 - Decomposition of the total inertia on the components of the MCA

An estimation of the right number of axis to interpret suggests to restrict the analysis to the description of the first 76 axis. These axis present an amount of inertia greater than those obtained by the 0.95-quantile of random distributions (51.53% against 31.06%). This observation suggests that only these axis are carrying a real information. As a consequence, the description will stand to these axis.


3. Description of the plane 1:2

Figure 3.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 3.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 1 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 2 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :


4. Description of the plane 3:4

Figure 4.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 4.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 3 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :

The group 4 (characterized by a negative coordinate on the axis) is sharing :


The dimension 4 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :

The group 4 (characterized by a negative coordinate on the axis) is sharing :


5. Description of the plane 5:6

Figure 5.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 5.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 5 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 6 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


6. Description of the plane 7:8

Figure 6.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 6.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 7 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 8 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


7. Description of the plane 9:10

Figure 7.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 7.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 9 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 10 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


8. Description of the plane 11:12

Figure 8.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 8.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 11 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 12 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :


9. Description of the plane 13:14

Figure 9.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 9.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 13 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 14 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


10. Description of the plane 15:16

Figure 10.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 10.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 15 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 16 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :


11. Description of the plane 17:18

Figure 11.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 11.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 17 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 18 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


12. Description of the plane 19:20

Figure 12.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 12.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 19 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 20 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


13. Description of the plane 21:22

Figure 13.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 13.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 21 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 22 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :

The group 4 (characterized by a negative coordinate on the axis) is sharing :


14. Description of the plane 23:24

Figure 14.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 14.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 23 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 24 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


15. Description of the plane 25:26

Figure 15.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 15.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 25 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 26 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


16. Description of the plane 27:28

Figure 16.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 16.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 27 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 28 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


17. Description of the plane 29:30

Figure 17.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 17.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 29 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 30 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


18. Description of the plane 31:32

Figure 18.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 18.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 31 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 32 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


19. Description of the plane 33:34

Figure 19.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 19.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 33 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 34 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


20. Description of the plane 35:36

Figure 20.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 20.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 35 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 36 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


21. Description of the plane 37:38

Figure 21.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 21.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 37 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 38 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


22. Description of the plane 39:40

Figure 22.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 22.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 39 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 40 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


23. Description of the plane 41:42

Figure 23.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 23.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 41 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 42 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :


24. Description of the plane 43:44

Figure 24.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 24.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 43 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 44 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


25. Description of the plane 45:46

Figure 25.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 25.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 45 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 46 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :


26. Description of the plane 47:48

Figure 26.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 26.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 47 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 48 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


27. Description of the plane 49:50

Figure 27.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 27.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 49 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 50 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


28. Description of the plane 51:52

Figure 28.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 28.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 51 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 52 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


29. Description of the plane 53:54

Figure 29.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 29.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 53 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :


The dimension 54 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


30. Description of the plane 55:56

Figure 30.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 30.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 55 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 56 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


31. Description of the plane 57:58

Figure 31.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 31.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 57 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :

The group 4 (characterized by a negative coordinate on the axis) is sharing :


The dimension 58 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :

The group 4 (characterized by a negative coordinate on the axis) is sharing :


32. Description of the plane 59:60

Figure 32.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 32.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 59 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :

The group 4 (characterized by a negative coordinate on the axis) is sharing :


The dimension 60 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :

The group 4 (characterized by a negative coordinate on the axis) is sharing :


33. Description of the plane 61:62

Figure 33.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 33.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 61 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 62 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


34. Description of the plane 63:64

Figure 34.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 34.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 63 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 64 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :


35. Description of the plane 65:66

Figure 35.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 35.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 65 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 66 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :


36. Description of the plane 67:68

Figure 36.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 36.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 67 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 68 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


37. Description of the plane 69:70

Figure 37.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 37.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 69 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 70 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


38. Description of the plane 71:72

Figure 38.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 38.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 71 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 72 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a negative coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


39. Description of the plane 73:74

Figure 39.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 39.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 73 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 74 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


40. Description of the plane 75:76

Figure 40.1 - Individuals factor map (MCA) The labeled individuals are those with the higher contribution to the plane construction.

Figure 40.2 - Variables factor map (MCA) The labeled variables are those the best shown on the plane.


The dimension 75 opposes individuals characterized by a strongly positive coordinate on the axis (to the right of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the left of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


The dimension 76 opposes individuals characterized by a strongly positive coordinate on the axis (to the top of the graph) to individuals characterized by a strongly negative coordinate on the axis (to the bottom of the graph).

The group 1 (characterized by a positive coordinate on the axis) is sharing :

The group 2 (characterized by a positive coordinate on the axis) is sharing :

The group 3 (characterized by a negative coordinate on the axis) is sharing :


41. Classification

Figure 41 - Ascending Hierarchical Classification of the individuals. The classification made on individuals reveals 3 clusters.

The cluster 1 is made of individuals sharing :

The cluster 2 is made of individuals sharing :

The cluster 3 is made of individuals sharing :


Annexes